Emotion Feature Selection from Physiological Signals using Tabu Search

被引:0
|
作者
Wang, Yujing [1 ]
Mo, Jianlin [2 ]
机构
[1] SWUFE, Tianfu Coll, Dept Informat Technol 2, Mianyang 621000, Peoples R China
[2] ABA Teachers Coll, Dept Elect Informat, Wenchuan, Peoples R China
关键词
Emotion feature Recognition; Tabu Search; Physiological Signals; Feature Selection; INTELLIGENCE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A method of feature selection based on tabu search is proposed for recognizing affective states (joy, anger, sadness, pleasure). After combining with k-near neighbour classifier, the tabu search heuristic algorithm achieved good recognition performance in the affective states classification, obtained the robust feature subsets which belong to 4 physiological signals (ECG, EMG, SC, RSP). Simulation showed that it is feasible and effective to recognize emotion using tabu search algorithm.
引用
收藏
页码:3148 / 3150
页数:3
相关论文
共 50 条
  • [1] Using GA-based Feature Selection for Emotion Recognition from Physiological Signals
    Gu, Y.
    Tan, S. L.
    Wong, K. J.
    Ho, M. H. R.
    Qu, L.
    [J]. 2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2008), 2008, : 70 - +
  • [2] Feature Selection Using Tabu Search with Learning Memory: Learning Tabu Search
    Mousin, Lucien
    Jourdan, Laetitia
    Marmion, Marie-Eleonore Kessaci
    Dhaenens, Clarisse
    [J]. LEARNING AND INTELLIGENT OPTIMIZATION (LION 10), 2016, 10079 : 141 - 156
  • [3] Feature selection using tabu search method
    Zhang, HB
    Sun, GY
    [J]. PATTERN RECOGNITION, 2002, 35 (03) : 701 - 711
  • [4] Emotion of Physiological Signals Classification Based on TS Feature Selection
    Wang Yujing
    Mo Jianlin
    [J]. 无线互联科技, 2015, (22) : 68 - 70
  • [5] Genetic Algorithm and Tabu Search for Feature Selection
    El Ferchichi, Sabra
    Laabidi, Kaouther
    Zidi, Salah
    [J]. STUDIES IN INFORMATICS AND CONTROL, 2009, 18 (02): : 181 - 187
  • [6] Simultaneous feature selection and weighting for nearest neighbor using tabu search
    Tahir, MA
    Bouridane, A
    Kurugollu, F
    [J]. INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING IDEAL 2004, PROCEEDINGS, 2004, 3177 : 390 - 395
  • [7] Optimised attribute selection for emotion classification using physiological signals
    Leon, E
    Clarke, G
    Sepulveda, F
    Callaghan, V
    [J]. PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 184 - 187
  • [8] Emotion feature selection from physiological signal based on BPSO
    Yang, Ruiqing
    Liu, Guangyuan
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (ISKE 2007), 2007,
  • [9] ReGA Based Feature Selection Emotion Recognition Using EEG Signals
    Kong, Yonghui
    Yan, Jianzhou
    Xu, Hongxia
    [J]. 2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 6588 - 6593
  • [10] Emotion Recognition from Physiological Signals Using AdaBoost
    Cheng, Bo
    [J]. APPLIED INFORMATICS AND COMMUNICATION, PT I, 2011, 224 : 412 - 417